Machine Learning for Solar Array Monitoring, Optimization, and Control, Andreas Spanias, Cihan Tepedelenlioglu, Gowtham Muniraju, Pavan Turaga, Sameeksha Katoch, Sunil Rao, Vivek Narayanaswamy
Автор: Andreas Spanias, Cihan Tepedelenlioglu, Gowtham Muniraju, Pavan Turaga, Sameeksha Katoch, Sunil Rao, Vivek Narayanaswamy Название: Machine Learning for Solar Array Monitoring, Optimization, and Control ISBN: 1681739070 ISBN-13(EAN): 9781681739076 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 42510.00 T Наличие на складе: Нет в наличии. Описание: The efficiency of solar energy farms requires detailed analytics and information on each panel regarding voltage, current, temperature, and irradiance. Monitoring utility-scale solar arrays was shown to minimize the cost of maintenance and help optimize the performance of the photo-voltaic arrays under various conditions. We describe a project that includes development of machine learning and signal processing algorithms along with a solar array testbed for the purpose of PV monitoring and control. The 18kW PV array testbed consists of 104 panels fitted with smart monitoring devices. Each of these devices embeds sensors, wireless transceivers, and relays that enable continuous monitoring, fault detection, and real-time connection topology changes. The facility enables networked data exchanges via the use of wireless data sharing with servers, fusion and control centers, and mobile devices. We develop machine learning and neural network algorithms for fault classification. In addition, we use weather camera data for cloud movement prediction using kernel regression techniques which serves as the input that guides topology reconfiguration. Camera and satellite sensing of skyline features as well as parameter sensing at each panel provides information for fault detection and power output optimization using topology reconfiguration achieved using programmable actuators (relays) in the SMDs. More specifically, a custom neural network algorithm guides the selection among four standardized topologies. Accuracy in fault detection is demonstrate at the level of 90 % and topology optimization provides increase in power by as much as 16% under shading.
Автор: Henry Braun, Mahesh Banavar, Andreas Spanias Название: Signal Processing for Solar Array Monitoring, Fault Detection, and Optimization ISBN: 1608459489 ISBN-13(EAN): 9781608459483 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 41580.00 T Наличие на складе: Невозможна поставка. Описание: Examines the potential role of sensing and monitoring technology in a photovoltaic (PV) context, focusing on the areas of fault detection, topology optimization, and performance evaluation/data visualization. The benefits of monitoring presented here should be sufficient to offset the small additional cost of a sensing system.
Автор: Yu Jeffrey Gu Название: Arrays and Array Methods in Global Seismology ISBN: 9400799381 ISBN-13(EAN): 9789400799387 Издательство: Springer Рейтинг: Цена: 104480.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Key assumptions, algorithms and prospects of several important array-based methods are examined in this comprehensive review. A short list of topics includes data migration, PP and SS precursors, Radon transform, and P-to-S and S-to-P converted waves.
Автор: MANEL MARTINEZ-RAMON Название: Machine Learning Applications in Electromagnetics and Antenna Array Processing ISBN: 1630817759 ISBN-13(EAN): 9781630817756 Издательство: Artech House Рейтинг: Цена: 140450.00 T Наличие на складе: Невозможна поставка. Описание: A very important part of printed circuit board PCB design involves sizing traces and vias to carry the required current. This exciting new book will explore how hot traces and vias should be and what board, circuit, design, and environmental parameters are the most important. PCB materials copper and dielectrics and the role they play in the heating and cooling of traces are covered. The IPC curves found in IPC 2152, the equations that fit those curves and computer simulations that fit those curves and equations are detailed.Sensitivity analyses that show what happens when environments are varied, including adjacent traces and
Автор: Hans S. Rauschenbach Название: Solar Cell Array Design Handbook ISBN: 9401179174 ISBN-13(EAN): 9789401179171 Издательство: Springer Рейтинг: Цена: 102480.00 T Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Doherty Michael J., Tolson Robert J. Название: Input Shaping to Reduce Solar Array Structural Vibrations ISBN: 1288911106 ISBN-13(EAN): 9781288911103 Издательство: Неизвестно Рейтинг: Цена: 71050.00 T Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Ashok D. Belegundu, Tirupathi R. Chandrupatla Название: Optimization Concepts and Applications in Engineering ISBN: 1108424880 ISBN-13(EAN): 9781108424882 Издательство: Cambridge Academ Рейтинг: Цена: 109830.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: A revised and expanded third edition, this book integrates theory, modeling, the development of numerical methods, and problem solving to apply optimization to real-world problems. This book is ideal for advanced undergraduate, graduate and applied mathematics courses as well as practicing engineers.
Автор: Koziel Slawomir, Ogurtsov Stanislav Название: Simulation-Based Optimization of Antenna Arrays ISBN: 1786345986 ISBN-13(EAN): 9781786345981 Издательство: World Scientific Publishing Рейтинг: Цена: 174240.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: The book addresses surrogate-assisted design of antenna arrays, in particular, how surrogate models, both data-driven and physics-based, can be utilized to expedite procedures such as parametric optimization, design closure, statistical analysis, or fault detection. Algorithms and design frameworks are illustrated using a large variety of examples including real-world printed-circuit antenna and antenna array structures.This unique compendium contains introductory materials concerning numerical optimization, both conventional (gradient-based and derivative-free, including metaheuristics) and surrogate-based, as well as a considerable selection of customized procedures developed specifically to handle antenna array problems. Recommendations concerning practical aspects of surrogate-assisted multi-objective antenna optimization are also given. The methods presented allow for cost-efficient handling of antenna array design problems (involving CPU-intensive EM models) in the context of design optimization and statistical analysis, which will benefit both researchers, designers and graduate students.
Автор: Array Array Название: Analysis of the Seven Bulls ISBN: 1117882365 ISBN-13(EAN): 9781117882369 Издательство: Неизвестно Цена: 18160.00 T Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Steven L. Brunton, J. Nathan Kutz Название: Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control ISBN: 1108422098 ISBN-13(EAN): 9781108422093 Издательство: Amazon Internet Рейтинг: Цена: 0.00 T Наличие на складе: Невозможна поставка. Описание: Data-driven discovery is revolutionizing the modeling, prediction, and control of complex systems. Aimed at advanced undergraduate and beginning graduate students, this textbook provides an integrated viewpoint that shows how to apply emerging methods from data science, data mining, and machine learning to engineering and the physical sciences.
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